The decorations were taunting her. “Happy Birthday!” blared the banner, in a typeface she loathed. She surveyed the room, where she had painstakingly arranged her minimalist art exhibition. The minimalist art she'd spent months preparing for. Her roommate, Gina, was holding a rave in the next room.

She let out a frustrated huff. It was bad enough sharing a small apartment, but now she was forced to compete with the thumping bass and flashing lights. She'd envisioned an evening of quiet appreciation, of thoughtful discussion, of the gentle murmurs of art enthusiasts.

She clenched her fists, her knuckles turning white. This was a nightmare. A beautifully decorated, exquisitely curated nightmare.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216